Cybersecurity

Is your agent's grep tool a shell command?

When you give an LLM a tool, you hand it a real function and let it choose the arguments. Those tool…

Your Keycloak roles aren't working in Spring Security. Here's the actual reason.

If you've wired up a Spring Boot resource server behind Keycloak and your @PreAuthorize("hasRole('AD…

Inter-Rater Agreement and Cohen's Kappa: When Your Labels Are Opinions

Two radiologists read the same 100 screening mammograms, each marking every scan "clear" or "suspici…

I Built What I Benchmark. Here's How I Try Not to Cheat.

On 2026-07-05, re-verifying the numbers before publishing the 17-plugin benchmark, eslint-plugin-uni…

Goodhart's Law in Benchmarking: When the Metric Becomes the Target

A benchmark score going up is not evidence that the thing it measures got better. In 2015, regulator…

I Maintain 23 Benchmark Suites Across My Own Packages. Only 1 of the Serverless Ones Has Real Numbers Yet.

Five days earlier, an audit of my own ESLint plugins found 140 files still calling context.getFilena…

Bias in Measurement: The Silent Failure Mode in Benchmark Design

In 1943, the U.S. Navy studied the bombers returning from raids over Europe and mapped the bullet ho…

The Base Rate Problem: Why 95% Precision Means Nothing Without Context

A test can be 95% accurate and still be wrong most times it fires. That is not a lie hiding in the n…

Is Your Face Being Recognized Online? What You Need to Know

In our increasingly digital world, the concept of privacy has taken on a new meaning. One of the mos…

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